{"id":"W2626054772","doi":"10.1080/19942060.2017.1331866","title":"Macroscopic particle method for channel flow over porous bed","year":2017,"lang":"en","type":"article","venue":"Engineering Applications of Computational Fluid Mechanics","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Mechanics; Laminar flow; Porous medium; Particle (ecology); Porosity; Flow (mathematics); Inflow; Turbulence; Materials science; Boundary value problem; Darcy's law; Cylinder; Physics; Engineering; Mechanical engineering; Geology; Mathematics; Composite material; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001376943,0.0001503442,0.0001827092,0.00009467425,0.0002397546,0.0000687572,0.000275654,0.00007060216,0.00001919824],"category_scores_gemma":[0.00004791325,0.0001827595,0.00008956434,0.0001025603,0.00001081872,0.0001898338,0.00003886229,0.00009049663,0.00001089184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006453101,"about_ca_system_score_gemma":0.00002350002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001125793,"about_ca_topic_score_gemma":0.000003433659,"domain_scores_codex":[0.9991624,0.000004647478,0.0003243184,0.0001750296,0.0001408233,0.0001927564],"domain_scores_gemma":[0.9990519,0.0001879817,0.00006767094,0.0004392352,0.0001835817,0.00006964323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003030451,0.00002894608,0.000002800799,0.00005487093,0.00004954044,1.014911e-7,0.00004540914,0.9192891,0.008864033,0.0694576,0.000180931,0.0020237],"study_design_scores_gemma":[0.0003570302,0.00002260016,0.0001816508,0.00001945863,0.00002656883,0.000003047623,0.000008724569,0.983717,0.004364885,0.009673188,0.001461842,0.0001639929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01031222,0.00009489741,0.9882535,0.00007556324,0.0003124356,0.0004749479,0.0001932041,0.0002080771,0.00007518816],"genre_scores_gemma":[0.7151054,0.00001104088,0.284247,0.00001195716,0.00008348028,0.0003612533,0.00009534651,0.00004174057,0.00004282525],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7047932,"threshold_uncertainty_score":0.7452717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009474113829305533,"score_gpt":0.274682265813508,"score_spread":0.2652081519842025,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}